Welcome to BxSci Machine Learning!



Introduction

Welcome to ML Club!
Welcome to ML Club!

This is the introduction to our club. You can find out more about what we do by clicking this presentation.

Introduction to ML!
Introduction to Machine Learning

What do we do in our club and what is machine learning?

You can find out here by clicking the link above.


Linear Algebra

Introduction to Linear Algebra
Intro to Linear Algebra

In order to fully understand machine learning, a bit of understanding of linear algebra is necessary.

Learn some basic linear algebra here!

Intro to Linear Algebra 2
Linear Algebra and Numpy

How do we use linear algebra in programming?
This tutorial teaches you how via the library Numpy!

Python and Regression

Intro to Python
Intro to Python

As we are programming to do machine learning, we need to learn how to program with Python. This tutorial shows you how!

Regression 1
Welcome to Regression!

This is our first machine learning topic: Regression. Learn how to do it by looking at this tutorial!

Regression 2
Regression Practice Project

In order to get more comfortable with regression, let's go through this practice presentation!

Classification

Intro to Classification
Intro to Classification

In addition to regression, machine learning systems can also classify objects. Let's learn how to do this as well.

Classification Project
Classification Practice Project

In order to get more comfortable with classification, let's go through this practice project!

Anomaly Detection

Intro to Anomaly Detection
Intro to Anomaly Detection

Ever wanted to protect yourself from fishy emails? This technique is how!

Anomaly Detection Project
Anomaly Detection Project

In order to get more comfortable with anomaly detection, let's go through this practice project with credit cards!

Clustering

clustering
Intro to Clustering

This is the first unsupervised learning technique taught to you! See how it can applied to the real world!

Artificial Neural Networks (ANNs)

ann1
Intro to ANNs!

Learn how to use this extremely powerful technique to advance into the world of deep learning!

ann2
ANN Guided Project

To learn how to apply deep learning to many scenarios, let's go through a practice project together!

Practice Projects

practice1
Python Practice Problems 1

Test your skills of Python with these introductory challenges!

practice2
Python Practice Problems 2

How do you get better in machine learning other than in practice? Here's some more practice!!!

Theoretical Machine Learning

gpu
Introduction to GPUs!

Learn how GPUs work, the first step in how machine learning is done so fast in many computers.